{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ART Adversarial Patch attack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting git+https://github.com/nottombrown/imagenet_stubs\n",
      "  Cloning https://github.com/nottombrown/imagenet_stubs to /home/irina.nicolae/tmp/pip-req-build-2j3b9h26\n",
      "Requirement already satisfied (use --upgrade to upgrade): imagenet-stubs==0.0.7 from git+https://github.com/nottombrown/imagenet_stubs in /home/irina.nicolae/git/nemesis/venv/lib/python3.6/site-packages\n",
      "Building wheels for collected packages: imagenet-stubs\n",
      "  Building wheel for imagenet-stubs (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Stored in directory: /home/irina.nicolae/tmp/pip-ephem-wheel-cache-pd_p0wcs/wheels/ae/51/e7/c1cfa8692ea864410aa778b169fc7766af073ac52a1bc23301\n",
      "Successfully built imagenet-stubs\n"
     ]
    }
   ],
   "source": [
    "from __future__ import absolute_import, division, print_function, unicode_literals\n",
    "\n",
    "# Install Imagenet stubs to have some image examples\n",
    "import sys\n",
    "!{sys.executable} -m pip install git+https://github.com/nottombrown/imagenet_stubs\n",
    "\n",
    "import random\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "sess = tf.InteractiveSession()\n",
    "from tensorflow.keras.applications.resnet50 import preprocess_input, decode_predictions\n",
    "from tensorflow.keras.preprocessing import image\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [10, 10]\n",
    "import imagenet_stubs\n",
    "from imagenet_stubs.imagenet_2012_labels import name_to_label\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "from art.classifiers import TensorFlowClassifier\n",
    "from art.attacks import AdversarialPatch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "target_image_name = 'toaster.jpg'\n",
    "image_shape = (224, 224, 3)\n",
    "batch_size = 3\n",
    "scale_min = 0.3\n",
    "scale_max = 1.0\n",
    "rotation_max = 22.5\n",
    "learning_rate = 200000.0\n",
    "max_iter = 1000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-3-85626fefc8a7>:5: softmax_cross_entropy_with_logits (from tensorflow.python.ops.nn_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "\n",
      "Future major versions of TensorFlow will allow gradients to flow\n",
      "into the labels input on backprop by default.\n",
      "\n",
      "See `tf.nn.softmax_cross_entropy_with_logits_v2`.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "_image_input = tf.keras.Input(shape=image_shape)\n",
    "_target_ys = tf.placeholder(tf.float32, shape=(None, 1000))\n",
    "model = tf.keras.applications.resnet50.ResNet50(input_tensor=_image_input, weights='imagenet')\n",
    "_logits = model.outputs[0].op.inputs[0]\n",
    "target_loss = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(labels=_target_ys, logits=_logits))\n",
    "\n",
    "tfc = TensorFlowClassifier(clip_values=(0, 1), input_ph=_image_input, labels_ph=_target_ys, output=_logits,\n",
    "                   sess=sess, loss=target_loss)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imagenet training images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "images_list = list()\n",
    "target_image = None\n",
    "\n",
    "for image_path in imagenet_stubs.get_image_paths():\n",
    "    im = image.load_img(image_path, target_size=(224, 224))\n",
    "    im = image.img_to_array(im)\n",
    "    im = np.expand_dims(im, axis=0)\n",
    "    im = preprocess_input(im)\n",
    "    \n",
    "    if image_path.endswith(target_image_name):\n",
    "        target_image = im\n",
    "    else:\n",
    "        images_list.append(im)\n",
    "\n",
    "images = random.sample(images_list, batch_size)\n",
    "images = np.concatenate(images, axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Adversarial patch generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "ap = AdversarialPatch(classifier=tfc, target=name_to_label('toaster'), rotation_max=rotation_max,\n",
    "                      scale_min=scale_min, scale_max=scale_max, learning_rate=learning_rate, max_iter=max_iter,\n",
    "                      batch_size=batch_size, clip_patch=[(-103.939, 255.0 - 103.939), (-116.779, 255.0 - 116.779),\n",
    "                                                         (-123.680, 255.0 - 123.680)])\n",
    "patch, patch_mask = ap.generate(x=images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def from_keras(x):\n",
    "    x = np.copy(x)\n",
    "    x[:, :, 2] += 123.68\n",
    "    x[:, :, 1] += 116.779\n",
    "    x[:, :, 0] += 103.939\n",
    "    return x[:, :, [2, 1, 0]].astype(np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ff3655b1400>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow((from_keras(patch) * patch_mask).astype(np.uint))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "patched_images = ap.apply_patch(images, scale=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict_model(model, image):\n",
    "    plt.imshow((from_keras(image)).astype(np.uint))\n",
    "    plt.show()\n",
    "    \n",
    "    image = np.copy(image)\n",
    "    image = np.expand_dims(image, axis=0)\n",
    "    image = preprocess_input(image)\n",
    "    \n",
    "    prediction = model.predict(image)\n",
    "    \n",
    "    top = 3\n",
    "    prediction_decode = decode_predictions(prediction, top=top)[0]\n",
    "    print('Predictions:')\n",
    "    \n",
    "    lengths = list()\n",
    "    for i in range(top):\n",
    "        lengths.append(len(prediction_decode[i][1]))\n",
    "    max_length = max(lengths)\n",
    "    \n",
    "    for i in range(top):\n",
    "        name = prediction_decode[i][1]\n",
    "        name = name.ljust(max_length, \" \")\n",
    "        probability = prediction_decode[i][2]\n",
    "        output_str = \"{} {:.2f}\".format(name, probability)\n",
    "        print(output_str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predictions:\n",
      "standard_poodle        0.46\n",
      "curly-coated_retriever 0.35\n",
      "miniature_poodle       0.15\n"
     ]
    }
   ],
   "source": [
    "predict_model(model, patched_images[0, :, :, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predictions:\n",
      "toaster    0.98\n",
      "dumbbell   0.00\n",
      "piggy_bank 0.00\n"
     ]
    }
   ],
   "source": [
    "predict_model(model, patched_images[1, :, :, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predictions:\n",
      "toaster  0.54\n",
      "revolver 0.14\n",
      "dumbbell 0.07\n"
     ]
    }
   ],
   "source": [
    "predict_model(model, patched_images[2, :, :, :])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
